Diagnosis of open-switch faults in variable speed drives by stator current analysis and pattern recognition

被引:93
作者
Ulises Campos-Delgado, Daniel [1 ]
Angel Pecina-Sanchez, Jose [1 ]
Rivelino Espinoza-Trejo, Diego [1 ]
Roman Arce-Santana, Edgar [1 ]
机构
[1] UASLP, COARA, Matehuala, Mexico
关键词
fault diagnosis; Fourier series; induction motor drives; invertors; machine testing; pattern recognition; power semiconductor devices; stators; variable speed drives; open-switch fault diagnosis; variable speed drive; open-switch fault isolation; open-switch fault detection; voltage source inverter; stator current measurement; post-fault trajectory histogram; dq-plane; dq-frame; power semiconductor device; isolation methodology; load torque; supply frequency; closed-loop configuration; open-loop configuration; induction motor; MAGNET SYNCHRONOUS MOTOR; PWM INVERTER; RELIABILITY; MODES;
D O I
10.1049/iet-epa.2013.0015
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
This study addresses the problem of detection and isolation of open-switch faults in voltage source inverters by processing the stator current measurements. First, the resulting post-fault trajectories for the stator currents are analytically derived for single and concurrent faults (21 classes) by using Fourier series. This analysis motivated the proposed approach, which is based on the resulting pattern of the stator currents in the dq-frame after a fault, where a histogram of the trajectory is calculated by dividing the plane in 24 equally spaced sectors. From the calculated histogram, a distinctive signature is associated to each fault trajectory in the dq-plane. Single and double faults in the power semi-conductors are analysed that all provide linearly independent signatures for fault isolation. The proposed isolation methodology is independent of the load torque (system disturbance), supply frequency and only requires the information of the stator currents. Furthermore, since the isolation stage is focused on the angle of the current trajectories in the dq-plane, open- and closed-loop configurations of a variable speed drive can be simultaneously handled. Experimental results with a test bench of 3/4 HP induction motor under single and concurrent faults validated the proposed methodology.
引用
收藏
页码:509 / 522
页数:14
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